Combination of Machine Learning Algorithms with Concentration-Area Fractal Method for Soil Geochemical Anomaly Detection in Sediment-Hosted Irankuh Pb-Zn Deposit, Central Iran
出版年份 2022 全文链接
标题
Combination of Machine Learning Algorithms with Concentration-Area Fractal Method for Soil Geochemical Anomaly Detection in Sediment-Hosted Irankuh Pb-Zn Deposit, Central Iran
作者
关键词
-
出版物
Minerals
Volume 12, Issue 6, Pages 689
出版商
MDPI AG
发表日期
2022-05-30
DOI
10.3390/min12060689
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- (2022) Pyae-Pyae Phyo et al. Symmetry-Basel
- Performance of predictive supervised classification models of trace elements in magnetite for mineral exploration
- (2022) Émilie Bédard et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Geochemical anomaly definition using stream sediments landscape modeling
- (2022) Haicheng Wang et al. ORE GEOLOGY REVIEWS
- Application of Machine-Learning Methods to Recognize mitoBK Channels from Different Cell Types Based on the Experimental Patch-Clamp Results
- (2021) Monika Richter-Laskowska et al. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES
- Detection of the multivariate geochemical anomalies associated with mineralization using a deep convolutional neural network and a pixel-pair feature method
- (2021) Chunjie Zhang et al. APPLIED GEOCHEMISTRY
- Application of multivariate geostatistical simulation and fractal analysis for detection of rare earth elements (REEs) geochemical anomalies in Esfordi phosphate mine, Central Iran
- (2021) Mojtaba Shamseddin Meigooni et al. GEOCHEMISTRY-EXPLORATION ENVIRONMENT ANALYSIS
- Mineral Prospectivity Mapping based on Isolation Forest and Random Forest: Implication for the Existence of Spatial Signature of Mineralization in Outliers
- (2021) Shuai Zhang et al. Natural Resources Research
- The processing methods of geochemical exploration data: past, present, and future
- (2021) Renguang Zuo et al. APPLIED GEOCHEMISTRY
- Category-based fractal modelling: A novel model to integrate the geology into the data for more effective processing and interpretation
- (2021) Behnam Sadeghi et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- A Hybrid Logistic Regression: Gene Expression Programming Model and Its Application to Mineral Prospectivity Mapping
- (2021) Fan Xiao et al. Natural Resources Research
- Combining the outputs of various k-nearest neighbor anomaly detectors to form a robust ensemble model for high-dimensional geochemical anomaly detection
- (2021) Yongliang Chen et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Detection of mineralization stages using zonality and multifractal modeling based on geological and geochemical data in the Au-(Cu) intrusion-related Gouzal-Bolagh deposit, NW Iran
- (2021) Seyed Mehran Heidari et al. ORE GEOLOGY REVIEWS
- Concentration-distance from centroids (C-DC) multifractal modeling: A novel approach to characterizing geochemical patterns based on sample distance from mineralization
- (2021) Behnam Sadeghi et al. ORE GEOLOGY REVIEWS
- Simulated-multifractal models: A futuristic review of multifractal modeling in geochemical anomaly classification
- (2021) Behnam Sadeghi ORE GEOLOGY REVIEWS
- Sulfide ore facies, fluid inclusion and sulfur isotope characteristics of the Tappehsorkh Zn-Pb (± Ag-Ba) deposit, South Esfahan, Iran
- (2020) Mina Boveiri Konari et al. CHEMIE DER ERDE-GEOCHEMISTRY
- Delineation of geochemical haloes using the developed zonality index model by multivariate and fractal analysis in the Cu-Mo porphyry deposits
- (2020) Farhang Aliyari et al. APPLIED GEOCHEMISTRY
- Using deep variational autoencoder networks for recognizing geochemical anomalies
- (2020) Zijing Luo et al. APPLIED GEOCHEMISTRY
- Geochemical exploration for lithium in NE Iran using the geochemical mapping prospectivity index, staged factor analysis, and a fractal model
- (2020) Hassan Saadati et al. GEOCHEMISTRY-EXPLORATION ENVIRONMENT ANALYSIS
- Classification of pyrite types using fractal and stepwise factor analyses in the Chah Zard gold-silver epithermal deposit, Central Iran
- (2020) Hossein Kouhestani et al. GEOCHEMISTRY-EXPLORATION ENVIRONMENT ANALYSIS
- A New Ore Grade Estimation Using Combine Machine Learning Algorithms
- (2020) Umit Emrah Kaplan et al. Minerals
- Random-Drop Data Augmentation of Deep Convolutional Neural Network for Mineral Prospectivity Mapping
- (2020) Tong Li et al. Natural Resources Research
- Robust boosting for regression problems
- (2020) Xiaomeng Ju et al. COMPUTATIONAL STATISTICS & DATA ANALYSIS
- Compressive strength prediction of high-performance concrete using gradient tree boosting machine
- (2020) Mosbeh R. Kaloop et al. CONSTRUCTION AND BUILDING MATERIALS
- Detection of geochemical anomalies using a fractal-wavelet model in Ipack area, Central Iran
- (2020) Mohammad Mahdi Pourgholam et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Controls on soil geochemistry fractal characteristics in Lemesos (Limassol), Cyprus
- (2020) Andreas M. Zissimos et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Concentration-concentration fractal modelling: A novel insight for correlation between variables in response to changes in the underlying controlling geological-geochemical processes
- (2020) Behnam Sadeghi ORE GEOLOGY REVIEWS
- A Hybrid Method for Traffic Incident Duration Prediction Using BOA-Optimized Random Forest Combined with Neighborhood Components Analysis
- (2019) Qiang Shang et al. JOURNAL OF ADVANCED TRANSPORTATION
- Deep learning and its application in geochemical mapping
- (2019) Renguang Zuo et al. EARTH-SCIENCE REVIEWS
- Mapping Mineral Prospectivity via Semi-supervised Random Forest
- (2019) Jian Wang et al. Natural Resources Research
- Predictive analytics with gradient boosting in clinical medicine
- (2019) Zhongheng Zhang et al. Annals of Translational Medicine
- Hyperparameter tuning and performance assessment of statistical and machine-learning algorithms using spatial data
- (2019) Patrick Schratz et al. ECOLOGICAL MODELLING
- Application of hierarchical clustering, singularity mapping, and Kohonen neural network to identify Ag-Au-Pb-Zn polymetallic mineralization associated geochemical anomaly in Pangxidong district
- (2019) Xiaotong Yu et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Reply to comments on “Dehydration of hot oceanic slab at depth 30–50 km: Key to formation of Irankuh-Emarat Pb-Zn MVT belt, Central Iran” by Mohammad Hassan Karimpour and Martiya Sadeghi” by
- (2019) Mohammad Hassan Karimpour et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Machine learning on density and elastic property of oxide glasses driven by large dataset
- (2019) Binghui Deng JOURNAL OF NON-CRYSTALLINE SOLIDS
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- (2018) Ali Golkarian et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
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- (2018) Chongchong Qi et al. JOURNAL OF COMPUTING IN CIVIL ENGINEERING
- Dehydration of hot oceanic slab at depth 30–50 km: KEY to formation of Irankuh-Emarat Pb Zn MVT belt, Central Iran
- (2018) Mohammad Hassan Karimpour et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Ore facies, mineral chemical and fluid inclusion characteristics of the Hossein-Abad and Western Haft-Savaran sediment-hosted Zn-Pb deposits, Arak Mining District, Iran
- (2018) Pouria Mahmoodi et al. ORE GEOLOGY REVIEWS
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- (2018) Bahram Jafrasteh et al. COMPUTATIONAL GEOSCIENCES
- A Novel Hybrid Model Based on Extreme Learning Machine, k-Nearest Neighbor Regression and Wavelet Denoising Applied to Short-Term Electric Load Forecasting
- (2017) et al. Energies
- A Tool for Classification and Regression Using Random Forest Methodology: Applications to Landslide Susceptibility Mapping and Soil Thickness Modeling
- (2017) Daniela Lagomarsino et al. ENVIRONMENTAL MODELING & ASSESSMENT
- The use of decision tree induction and artificial neural networks for recognizing the geochemical distribution patterns of LREE in the Choghart deposit, Central Iran
- (2017) S. Zaremotlagh et al. JOURNAL OF AFRICAN EARTH SCIENCES
- Application of fractal-wavelet analysis for separation of geochemical anomalies
- (2017) Peyman Afzal et al. JOURNAL OF AFRICAN EARTH SCIENCES
- A sub-seafloor hydrothermal syn-sedimentary to early diagenetic origin for the Gushfil Zn-Pb-(Ag-Ba) deposit, south Esfahan, Iran
- (2017) Mina Boveiri Konari et al. NEUES JAHRBUCH FUR MINERALOGIE-ABHANDLUNGEN
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- (2017) Yunsheng Song et al. NEUROCOMPUTING
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- A Novel Consistent Random Forest Framework: Bernoulli Random Forests
- (2017) Yisen Wang et al. IEEE Transactions on Neural Networks and Learning Systems
- Spatial analysis and visualization of exploration geochemical data
- (2016) Renguang Zuo et al. EARTH-SCIENCE REVIEWS
- Nature and origin of dolomitization associated with sulphide mineralization: new insights from the Tappehsorkh Zn-Pb (-Ag-Ba) deposit, Irankuh Mining District, Iran
- (2016) Mina Boveiri Konari et al. GEOLOGICAL JOURNAL
- Identifying geochemical anomalies associated with Au–Cu mineralization using multifractal and artificial neural network models in the Ningqiang district, Shaanxi, China
- (2016) Jiangnan Zhao et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Fractal/multifractal modeling of geochemical data: A review
- (2016) Renguang Zuo et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Geochemistry, fluid inclusion study and genesis of the sediment-hosted Zn-Pb (± Ag ± Cu) deposits of the Tiran basin, NW of Esfahan, Iran
- (2016) Ali Yarmohammadi et al. NEUES JAHRBUCH FUR MINERALOGIE-ABHANDLUNGEN
- Supervised geochemical anomaly detection by pattern recognition
- (2015) Arman Mohammadi Gonbadi et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- Machine learning: Trends, perspectives, and prospects
- (2015) M. I. Jordan et al. SCIENCE
- Application of spectrum–area fractal model to identify of geochemical anomalies based on soil data in Kahang porphyry-type Cu deposit, Iran
- (2013) Peyman Afzal et al. CHEMIE DER ERDE-GEOCHEMISTRY
- Cu- and Zn-Soil Anomalies in the NE Border of the South Portuguese Zone (Iberian Variscides, Portugal) Identified by Multifractal and Geostatistical Analyses
- (2013) F. Luz et al. Natural Resources Research
- Support vector machine for multi-classification of mineral prospectivity areas
- (2012) Maysam Abedi et al. COMPUTERS & GEOSCIENCES
- How can statistical models help to determine driving factors of landslides?
- (2012) Peter Vorpahl et al. ECOLOGICAL MODELLING
- Comparison and ranking of different modelling techniques for prediction of site index in Mediterranean mountain forests
- (2010) Wim Aertsen et al. ECOLOGICAL MODELLING
- Estimation of prediction error by using K-fold cross-validation
- (2009) Tadayoshi Fushiki STATISTICS AND COMPUTING
- Application of fractal models to characterization of vertical distribution of geochemical element concentration
- (2008) Renguang Zuo et al. JOURNAL OF GEOCHEMICAL EXPLORATION
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